{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple Image Classifier\n",
    "\n",
    "Beginner-friendly image classifier built with PyTorch and CIFAR-10.\n",
    "\n",
    "<img alt=\"A photo of a man on an elephant with an ML-generated overlay showing objects in the frame\" src=\"https://upload.wikimedia.org/wikipedia/commons/a/ae/DenseCap_%28Johnson_et_al.%2C_2016%29_%28cropped%29.png\" width=450px>\n",
    "\n",
    "An image classifier is an ML model that recognizes objects in images. We can build image classifiers by feeding tens of thousands of labelled images to a neural network. Tools like PyTorch train these networks by evaluating their performance against the dataset.\n",
    "\n",
    "Let's build an image classifier that detects planes, cars, birds, cats, deer, dogs, frogs, horses, ships, and trucks. We'll download a dataset, configure a neural network, train a model, and evaluate its performance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Download a dataset and preview images\n",
    "\n",
    "A model is only as good as its dataset.\n",
    "\n",
    "Training tools need lots of high-quality data to build accurate models. We'll use the [CIFAR-10 dataset](https://www.cs.toronto.edu/~kriz/cifar.html) of 60,000 photos to build our image classifier. Get started by downloading the dataset with `torchvision` and previewing a handful of images from it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading training data...\n",
      "Files already downloaded and verified\n",
      "Downloading testing data...\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Download the CIFAR-10 dataset to ./data\n",
    "batch_size=10\n",
    "transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "print(\"Downloading training data...\")\n",
    "trainset = torchvision.datasets.CIFAR10(root='./data', train=True, download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=batch_size, shuffle=True, num_workers=2)\n",
    "print(\"Downloading testing data...\")\n",
    "testset = torchvision.datasets.CIFAR10(root='./data', train=False, download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=batch_size, shuffle=False, num_workers=2)\n",
    "\n",
    "# Our model will recognize these kinds of objects\n",
    "classes = ('plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n",
    "\n",
    "# Grab images from our training data\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "\n",
    "for i in range(batch_size):\n",
    "    # Add new subplot\n",
    "    plt.subplot(2, int(batch_size/2), i + 1)\n",
    "    # Plot the image\n",
    "    img = images[i]\n",
    "    img = img / 2 + 0.5\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.axis('off')\n",
    "    # Add the image's label\n",
    "    plt.title(classes[labels[i]])\n",
    "\n",
    "plt.suptitle('Preview of Training Data', size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: Configure the neural network\n",
    "\n",
    "Now that we have our dataset, we need to set up a neural network for PyTorch. Our neural network will transform an image into a description."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your network is ready for training!\n"
     ]
    }
   ],
   "source": [
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "\n",
    "# Define a convolutional neural network\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.conv1 = nn.Conv2d(3, 6, 5)\n",
    "        self.pool = nn.MaxPool2d(2, 2)\n",
    "        self.conv2 = nn.Conv2d(6, 16, 5)\n",
    "        self.fc1 = nn.Linear(16 * 5 * 5, 120)\n",
    "        self.fc2 = nn.Linear(120, 84)\n",
    "        self.fc3 = nn.Linear(84, 10)\n",
    "    def forward(self, x):\n",
    "        x = self.pool(F.relu(self.conv1(x)))\n",
    "        x = self.pool(F.relu(self.conv2(x)))\n",
    "        x = torch.flatten(x, 1)\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.relu(self.fc2(x))\n",
    "        x = self.fc3(x)\n",
    "        return x\n",
    "net = Net()\n",
    "\n",
    "# Define a loss function and optimizer\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "\n",
    "print(\"Your network is ready for training!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 3: Train the network and save model\n",
    "\n",
    "PyTorch trains our network by adjusting its parameters and evaluating its performance against our labelled dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch 1 of 2: 100%|████████████████████████| 5000/5000 [00:20<00:00, 241.32it/s]\n",
      "Epoch 2 of 2: 100%|████████████████████████| 5000/5000 [00:20<00:00, 239.70it/s]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "EPOCHS = 2\n",
    "print(\"Training...\")\n",
    "for epoch in range(EPOCHS):\n",
    "    running_loss = 0.0\n",
    "    for i, data in enumerate(tqdm(trainloader, desc=f\"Epoch {epoch + 1} of {EPOCHS}\", leave=True, ncols=80)):\n",
    "        inputs, labels = data\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        outputs = net(inputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "# Save our trained model\n",
    "PATH = './cifar_net.pth'\n",
    "torch.save(net.state_dict(), PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 4: Test the trained model\n",
    "\n",
    "Let's test our model!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pick random photos from training set\n",
    "if dataiter == None:\n",
    "    dataiter = iter(testloader)\n",
    "images, labels = dataiter.next()\n",
    "\n",
    "# Load our model\n",
    "net = Net()\n",
    "net.load_state_dict(torch.load(PATH))\n",
    "\n",
    "# Analyze images\n",
    "outputs = net(images)\n",
    "_, predicted = torch.max(outputs, 1)\n",
    "\n",
    "# Show results\n",
    "for i in range(batch_size):\n",
    "    # Add new subplot\n",
    "    plt.subplot(2, int(batch_size/2), i + 1)\n",
    "    # Plot the image\n",
    "    img = images[i]\n",
    "    img = img / 2 + 0.5\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.axis('off')\n",
    "    # Add the image's label\n",
    "    color = \"green\"\n",
    "    label = classes[predicted[i]]\n",
    "    if classes[labels[i]] != classes[predicted[i]]:\n",
    "        color = \"red\"\n",
    "        label = \"(\" + label + \")\"\n",
    "    plt.title(label, color=color)\n",
    "\n",
    "plt.suptitle('Objects Found by Model', size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 5: Evaluate model accuracy\n",
    "\n",
    "Let's conclude by evaluating our model's overall performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for class: plane is 55.8 %\n",
      "Accuracy for class: car   is 56.2 %\n",
      "Accuracy for class: bird  is 40.3 %\n",
      "Accuracy for class: cat   is 25.0 %\n",
      "Accuracy for class: deer  is 46.4 %\n",
      "Accuracy for class: dog   is 40.8 %\n",
      "Accuracy for class: frog  is 57.3 %\n",
      "Accuracy for class: horse is 62.8 %\n",
      "Accuracy for class: ship  is 69.7 %\n",
      "Accuracy for class: truck is 61.6 %\n"
     ]
    }
   ],
   "source": [
    "# Measure accuracy for each class\n",
    "correct_pred = {classname: 0 for classname in classes}\n",
    "total_pred = {classname: 0 for classname in classes}\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        images, labels = data\n",
    "        outputs = net(images)\n",
    "        _, predictions = torch.max(outputs, 1)\n",
    "        # collect the correct predictions for each class\n",
    "        for label, prediction in zip(labels, predictions):\n",
    "            if label == prediction:\n",
    "                correct_pred[classes[label]] += 1\n",
    "            total_pred[classes[label]] += 1\n",
    "\n",
    "# Print accuracy statistics\n",
    "for classname, correct_count in correct_pred.items():\n",
    "    accuracy = 100 * float(correct_count) / total_pred[classname]\n",
    "    print(f'Accuracy for class: {classname:5s} is {accuracy:.1f} %')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.4 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "3ad933181bd8a04b432d3370b9dc3b0662ad032c4dfaa4e4f1596c548f763858"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
